use qdrant_client::qdrant::{QueryPointsBuilder, SearchParamsBuilder};
use qdrant_client::Qdrant;

pub async fn main() -> anyhow::Result<()> {
    let client = Qdrant::from_url("http://localhost:6334").build()?;

    client
        .query(
            QueryPointsBuilder::new("{collection_name}")
                .query(vec![0.2, 0.1, 0.9, 0.7])
                .limit(3)
                .params(SearchParamsBuilder::default().hnsw_ef(128).exact(false)),
        )
        .await?;

    Ok(())
}